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      "cell_type": "markdown",
      "metadata": {
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        "Here is a simpler example of the use of LIME for image classification by using Keras (v2 or greater)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_KS7nU0axwkY",
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        },
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      },
      "source": [
        "import os\n",
        "import keras\n",
        "from keras.applications import inception_v3 as inc_net\n",
        "from keras.preprocessing import image\n",
        "from keras.applications.imagenet_utils import decode_predictions\n",
        "from skimage.io import imread\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "import numpy as np\n",
        "print('Notebook run using keras:', keras.__version__)"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Notebook run using keras: 2.3.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w-eyXVAHxwkj",
        "colab_type": "text"
      },
      "source": [
        "# Using Inception\n",
        "Here we create a standard InceptionV3 pretrained model and use it on images by first preprocessing them with the preprocessing tools"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GF8hPe1Rxwkl",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "outputId": "fdbae3ad-ddfc-409c-bd3d-3ed8ead94a25"
      },
      "source": [
        "inet_model = inc_net.InceptionV3()"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.5/inception_v3_weights_tf_dim_ordering_tf_kernels.h5\n",
            "96116736/96112376 [==============================] - 1s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GaQ0zT5Txwks",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def transform_img_fn(path_list):\n",
        "    out = []\n",
        "    for img_path in path_list:\n",
        "        img = image.load_img(img_path, target_size=(299, 299))\n",
        "        x = image.img_to_array(img)\n",
        "        x = np.expand_dims(x, axis=0)\n",
        "        x = inc_net.preprocess_input(x)\n",
        "        out.append(x)\n",
        "    return np.vstack(out)"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "26Le95e5xwk1",
        "colab_type": "text"
      },
      "source": [
        "## Let's see the top 5 prediction for some image"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": false,
        "id": "3sxO8vzlxwk2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 398
        },
        "outputId": "82b2b75b-6bd8-4fab-ea2c-5b365806fb9e"
      },
      "source": [
        "images = transform_img_fn([os.path.join('data','cat_mouse.jpg')])\n",
        "# I'm dividing by 2 and adding 0.5 because of how this Inception represents images\n",
        "plt.imshow(images[0] / 2 + 0.5)\n",
        "preds = inet_model.predict(images)\n",
        "for x in decode_predictions(preds)[0]:\n",
        "    print(x)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/imagenet_class_index.json\n",
            "40960/35363 [==================================] - 0s 0us/step\n",
            "('n02133161', 'American_black_bear', 0.63716024)\n",
            "('n02105056', 'groenendael', 0.03181813)\n",
            "('n02104365', 'schipperke', 0.02994436)\n",
            "('n01883070', 'wombat', 0.028509539)\n",
            "('n01877812', 'wallaby', 0.02509348)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "collapsed": true,
        "id": "_MCRFeNJxwk9",
        "colab_type": "text"
      },
      "source": [
        "## Explanation\n",
        "Now let's get an explanation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aP6LjonHxwlA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "07b6f31d-5207-4cf8-e75f-500fb3f8c939"
      },
      "source": [
        "%load_ext autoreload\n",
        "%autoreload 2\n",
        "import os,sys\n",
        "try:\n",
        "    import lime\n",
        "except:\n",
        "    sys.path.append(os.path.join('..', '..')) # add the current directory\n",
        "    import lime\n",
        "from lime import lime_image"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The autoreload extension is already loaded. To reload it, use:\n",
            "  %reload_ext autoreload\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2b7ow1YtxwlH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "explainer = lime_image.LimeImageExplainer()"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3ADfGCzxxwlO",
        "colab_type": "text"
      },
      "source": [
        "hide_color is the color for a superpixel turned OFF. Alternatively, if it is NONE, the superpixel will be replaced by the average of its pixels. Here, we set it to 0 (in the representation used by inception model, 0 means gray)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1L0lWZ8yxwlQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104,
          "referenced_widgets": [
            "1fb1b32b563b4cf2bc565e4f150d5886",
            "17bb7656e07842dda40e13da228550c8",
            "3b0b05ed4a1e4a7492bad6d208b005a1",
            "30f68d0a496d4e97a5f9e59b6fce9f5e",
            "bfe238fe53be4860b53021934755f0b1",
            "f7d2484df9f24bceafc1910e361bc03f",
            "059e79101bc04a6dac3d6c8065d5f960",
            "e8a5f1d84d784fe7b75b1b965aec3fb8"
          ]
        },
        "outputId": "ee3a3678-bf31-46ba-dec4-e098c9c55eaa"
      },
      "source": [
        "%%time\n",
        "# Hide color is the color for a superpixel turned OFF. Alternatively, if it is NONE, the superpixel will be replaced by the average of its pixels\n",
        "explanation = explainer.explain_instance(images[0], inet_model.predict, top_labels=5, hide_color=0, num_samples=1000)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1fb1b32b563b4cf2bc565e4f150d5886",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=1000.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "CPU times: user 8min 7s, sys: 7.34 s, total: 8min 14s\n",
            "Wall time: 4min 17s\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5XAf25PNxwlY",
        "colab_type": "text"
      },
      "source": [
        "Image classifiers are a bit slow. Notice that an explanation on my Surface Book dGPU took 1min 29s"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uWl908SyxwlZ",
        "colab_type": "text"
      },
      "source": [
        "### Now let's see the explanation for the top class ( Black Bear)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WXMdU3hwxwla",
        "colab_type": "text"
      },
      "source": [
        "We can see the top 5 superpixels that are most positive towards the class with the rest of the image hidden"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rgs3IwZnxwlc",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from skimage.segmentation import mark_boundaries"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5LJMsp3Oxwlk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "outputId": "64b82262-8a45-4232-e844-2e15c5fc2d09"
      },
      "source": [
        "temp, mask = explanation.get_image_and_mask(explanation.top_labels[0], positive_only=True, num_features=5, hide_rest=True)\n",
        "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fddb3b572b0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aAFdw9oJxwlr",
        "colab_type": "text"
      },
      "source": [
        "Or with the rest of the image present:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-6eei5uQxwls",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "outputId": "a9f29754-15aa-43a9-a64d-493f1f01dea2"
      },
      "source": [
        "temp, mask = explanation.get_image_and_mask(explanation.top_labels[0], positive_only=True, num_features=5, hide_rest=False)\n",
        "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))\n"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fddb3b3f8d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y7aoh_OExwl0",
        "colab_type": "text"
      },
      "source": [
        "We can also see the 'pros and cons' (pros in green, cons in red)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jHow3M4Oxwl1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "outputId": "7cc10571-84aa-4e8f-d6cc-80a56cf7d054"
      },
      "source": [
        "temp, mask = explanation.get_image_and_mask(explanation.top_labels[0], positive_only=False, num_features=10, hide_rest=False)\n",
        "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fddb3a9d898>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e5FIt55txwl9",
        "colab_type": "text"
      },
      "source": [
        "Or the pros and cons that have weight at least 0.1"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ExFQHJw_xwl-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "outputId": "2b7e3bfd-5c66-42ef-eaf7-60506b25dbe3"
      },
      "source": [
        "temp, mask = explanation.get_image_and_mask(explanation.top_labels[0], positive_only=False, num_features=1000, hide_rest=False, min_weight=0.1)\n",
        "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fddb3a7f9b0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "R2W22gjS1oiJ"
      },
      "source": [
        "Alternatively, we can also plot explanation weights onto a heatmap visualization. The colorbar shows the values of the weights."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qXBM71Bo1UPc",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "outputId": "9f32237b-eb29-4355-a0a3-96163c2360c5"
      },
      "source": [
        "#Select the same class explained on the figures above.\n",
        "ind =  explanation.top_labels[0]\n",
        "\n",
        "#Map each explanation weight to the corresponding superpixel\n",
        "dict_heatmap = dict(explanation.local_exp[ind])\n",
        "heatmap = np.vectorize(dict_heatmap.get)(explanation.segments) \n",
        "\n",
        "#Plot. The visualization makes more sense if a symmetrical colorbar is used.\n",
        "plt.imshow(heatmap, cmap = 'RdBu', vmin  = -heatmap.max(), vmax = heatmap.max())\n",
        "plt.colorbar()"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.colorbar.Colorbar at 0x7fddb34d9da0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YaQK8BZexwmG",
        "colab_type": "text"
      },
      "source": [
        "### Let's see the explanation for the second highest prediction"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ClAt2PowxwmH",
        "colab_type": "text"
      },
      "source": [
        "Most positive towards wombat:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cROfKjUMxwmI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "outputId": "37bfe983-d4bc-45b2-bca2-964b91f1258f"
      },
      "source": [
        "temp, mask = explanation.get_image_and_mask(106, positive_only=True, num_features=5, hide_rest=True)\n",
        "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fddb39e0940>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z2MSbZ6kxwmP",
        "colab_type": "text"
      },
      "source": [
        "Pros and cons:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6HmKJVr1xwmR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "outputId": "7d369717-cefc-461d-d01f-49389dddd177"
      },
      "source": [
        "temp, mask = explanation.get_image_and_mask(106, positive_only=False, num_features=10, hide_rest=False)\n",
        "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))\n"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fddb39bda58>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g1y8r9Sj0uDD",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}